Case Study Drop
Issue #31
2025-03-24
6 min read

The Sales Team That Kept Hitting Activity Numbers and Missing Revenue

Call volume: 120% of target. Revenue: 71% of target. This is classic incentive misalignment. Here's how we found the structural root cause and redesigned the incentive architecture in a 200-person sales organization.

PP
Patrick Precourt
Founder, Business Performance Engineering
MON Scribe
The Sales Team That Kept Hitting Activity Numbers and Missing Revenue

The Paradox

Call volume: 120% of target. Revenue: 71% of target.

A 200-person sales organization was hitting every activity metric and missing every outcome metric. The sales team was busy. They were just busy doing the wrong things.

This is classic incentive misalignment. The system was designed to reward activity, not results. And the sales team — being rational — optimized for what was rewarded.

The Diagnostic

We started with a simple question: What behaviors does our incentive system actually reward?

The answer was revealing:

Current Incentive Structure:

  • Calls made: 20% of bonus
  • Meetings booked: 30% of bonus
  • Proposals sent: 25% of bonus
  • Revenue closed: 25% of bonus

Actual Behavior:

  • Reps made 120% of call target (easy to hit)
  • Reps booked 115% of meeting target (easy to hit)
  • Reps sent 130% of proposal target (easy to hit)
  • Reps closed 71% of revenue target (hard to hit)

The system rewarded activity that didn't lead to revenue. Reps learned to game the system: make more calls to worse prospects, book meetings that wouldn't close, send proposals to unqualified leads.

The Root Cause

The incentive architecture was designed for a different sales motion. It assumed:

  • High-volume, low-complexity sales
  • Short sales cycles
  • Individual contributors
  • Simple product offerings

The reality:

  • Low-volume, high-complexity enterprise sales
  • 90-day average sales cycles
  • Team-based selling
  • Complex solution offerings

The incentive system was structurally mismatched to the business model.

The Redesign

New Incentive Structure:

MetricWeightRationale
Revenue closed50%The only metric that matters
Pipeline quality score20%Rewards qualification, not volume
Customer success handoff15%Ensures long-term value, not just closes
Team collaboration score15%Rewards team selling, not individual heroics

Key Changes:

  1. 1.Revenue went from 25% to 50% — the dominant metric
  2. 2."Calls made" was eliminated entirely
  3. 3."Meetings booked" was replaced with "pipeline quality" — scored by conversion rate, not volume
  4. 4."Proposals sent" was replaced with "customer success handoff" — measured by 90-day retention
  5. 5.Added "team collaboration" — peer-rated, based on cross-functional support

The Implementation

Phase 1: Communication (2 weeks)

We explained the new structure to every rep. Not in an email. In person. With Q&A. With examples. With the math.

Phase 2: Shadow Period (4 weeks)

Reps operated under the new structure but with old bonuses as a floor. No one lost money during the transition.

Phase 3: Full Cutover (2 weeks)

New structure fully active. Old structure retired.

Phase 4: Monthly Review (ongoing)

Every month, we reviewed: Are the incentives producing the right behaviors? If not, we adjusted.

The Results

90 Days Post-Implementation:

MetricBeforeAfter
Revenue vs target71%108%
Call volume120%85%
Meeting quality score3.2/107.1/10
Proposal-to-close rate12%31%
90-day customer retention67%89%
Team collaboration score4.1/107.9/10
Rep satisfaction5.2/108.1/10

The sales team made fewer calls. Booked fewer meetings. Sent fewer proposals. And closed 37% more revenue.

The Lesson

Incentives don't just motivate behavior. They define behavior. If your team is doing the wrong things, don't blame the team. Look at what the system rewards.

The sales team wasn't lazy. They were rational. They optimized for the metrics that paid them. When we changed the metrics, we changed the behavior.

The One Question

Ask yourself: If my team were perfectly rational and only cared about maximizing their compensation, what would they do?

If the answer scares you, your incentive architecture is broken. And that's fixable.

Incentive AlignmentCase StudySales Performance